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Connectionist Approaches in Economics and Management Sciences : Advances in Computational Management Science - Cedric Lesage

Connectionist Approaches in Economics and Management Sciences

Advances in Computational Management Science

By: Cedric Lesage (Editor), Marie Cottrell (Editor)

Hardcover

Published: 31st December 2003
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Since the beginning of the 1980's, many new approaches of biomimetic inspiration have been defined and developed for imitating the brain behavior, for modeling non-linear phenomenon, for providing new hardware architectures, for solving hard problems. These approaches include: neural networks, multilayer perceptrons, genetic algorithms, cellular Automates, and self-organizing maps. They can be summarized by the word "connectionism" and consist of an interdisciplinary domain between neuroscience, cognitive science and engineering. First they were applied in computer sciences, engineering, biological models, pattern recognition, motor control, learning algorithms, etc. However, it rapidly appeared that these methods could be of great interest in the fields of economics and management sciences. The main difficulty was the distance between researchers, the difference in the vocabulary used and their basic background. The main notions used by these new techniques were not familiar to the social and human sciences researchers. The purpose of the book is to put these new techniques at the disposal of researchers coming from different horizons, to assess the state of the art, to identify the capability of these new algorithms, to evidence the contribution of these methods to economics and management sciences. The contributions in this book bring new confirmations of the interest of connectionist approaches for researchers in economics and management sciences. The first part is dedicated to theoretical advances; the second to a wide range of applications. All papers contain interesting results on each subject, which would have been very difficult to show with classical techniques but which has been proven by using these connectionist non-linear methods.

Editors
Acknowledgements
Preface
Evolution of complex economic systems and uncertain informationp. 3
Possibilistic case-based decisionsp. 31
Introduction to multilayer perception and hybrid hidden Markov modelsp. 49
Issues and dilemmas in cognitive economicsp. 71
Working times in atypical forms of employment: The special case of part-time workp. 111
Work and employment policies in French establishments in 1998p. 131
Measuring and optimizing the validity of Means-End datap. 145
Synergy modelling and financial valuation: The contribution of Fuzzy Integralsp. 165
Mechanisms of discipline and corporate performance: Evidence from Francep. 183
Approximation by radial basis function networksp. 203
The dynamics of the term structure of interest rates: An Independent Component Analysisp. 215
Classifying hedge funds with Kohonen maps: A first attemptp. 233
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9781402075353
ISBN-10: 1402075359
Series: Advances in Computational Management Science
Audience: Professional
Format: Hardcover
Language: English
Number Of Pages: 259
Published: 31st December 2003
Publisher: Springer-Verlag New York Inc.
Country of Publication: US
Dimensions (cm): 23.5 x 15.5  x 1.27
Weight (kg): 1.26